Large Language Models

Sparse Checkpointing for Fast and Reliable MoE Training NSDI 2026 Sparse-RL: Breaking the Memory Wall in LLM Reinforcement Learning via Stable Sparse Rollouts ACL 2026 SpeakerLM: End-to-End Versatile Speaker Diarization and Recognition with Multimodal Large Language Models AAAI 2026 SpecAgent: A Speculative Retrieval and Forecasting Agent for Code Completion ACL 2026 SpecDetect: Simple, Fast, and Training-Free Detection of LLM-Generated Text via Spectral Analysis AAAI 2026 SpecMind: Cognitively Inspired, Interactive Multi-Turn Framework for Postcondition Inference ACL 2026 Spectral Characterization and Mitigation of Sequential Knowledge Editing Collapse ACL 2026 Spectral Disentanglement: Rank-Aware Task Adaptation for Rehearsal-free Continual Learning in LLMs ACL 2026 SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation ACL 2026 SPENCE: A Syntactic Probe for Detecting Contamination in NL2SQL Benchmarks ACL 2026 Squrve: A Unified and Modular Framework for Complex Real-World Text-to-SQL Tasks ACL 2026 SRA: Span Representation Alignment for Large Language Model Distillation ACL 2026 SRCB at SemEval-2026 Task 3: Boosting DimASR via Contrastive LLM-Based Data Augmentation SemEval 2026 SSG: Logit-Balanced Vocabulary Partitioning for LLM Watermarking ACL 2026 SSSD: Simply-Scalable Speculative Decoding ACL 2026 ssurface3 at SemEval-2026 Task 3: Efficient Methods for Multilingual Dimensional Aspect-Based Sentiment Analysis SemEval 2026 Stability Implies Redundancy: Delta Attention Selective Halting for Efficient Long-Context Prefilling ACL 2026 Stable and Efficient Single-Rollout RL for Multimodal Reasoning CVPR 2026 Stable-RAG: Mitigating Retrieval-Permutation-Induced Hallucinations in Retrieval-Augmented Generation ACL 2026 STAPO: Selective Trajectory-Aware Policy Optimization for LLM Agent Training ACL 2026 StepHint: Multi-level Stepwise Hints Enhance Reinforcement Learning to Reason ACL 2026 Stop Fixating on Prompts: Reasoning Hijacking and Constraint Tightening for Red-Teaming LLM Agents ACL 2026 Stop When Enough: Adaptive Early-Stopping for Chain-of-Thought Reasoning ACL 2026 StoryCoder: Narrative Reformulation for Structured Reasoning in LLM Code Generation ACL 2026 Strata: Hierarchical Context Caching for Long Context Language Model Serving OSDI 2026